{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import os\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "\n",
    "\n",
    "from sklearn.svm import SVC\n",
    "from sklearn import datasets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "iris = datasets.load_iris()\n",
    "\n",
    "x = iris['data'][:,(2,3)]\n",
    "y = iris['target']\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "mask = (y==0) | (y==1)\n",
    "x = x[mask]\n",
    "y = y[mask]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>#sk-container-id-2 {color: black;background-color: white;}#sk-container-id-2 pre{padding: 0;}#sk-container-id-2 div.sk-toggleable {background-color: white;}#sk-container-id-2 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-2 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-2 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-2 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-2 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-2 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-2 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-2 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-2 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-2 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-2 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-2 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-2 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-2 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-2 div.sk-item {position: relative;z-index: 1;}#sk-container-id-2 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-2 div.sk-item::before, #sk-container-id-2 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-2 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-2 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-2 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-2 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-2 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-2 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-2 div.sk-label-container {text-align: center;}#sk-container-id-2 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-2 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-2\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>SVC(kernel=&#x27;linear&#x27;)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-2\" type=\"checkbox\" checked><label for=\"sk-estimator-id-2\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">SVC</label><div class=\"sk-toggleable__content\"><pre>SVC(kernel=&#x27;linear&#x27;)</pre></div></div></div></div></div>"
      ],
      "text/plain": [
       "SVC(kernel='linear')"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "svm_clf = SVC(kernel='linear',  C=float('1.0'))\n",
    "svm_clf.fit(x,y)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "w = svm_clf.coef_[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "b = svm_clf.intercept_[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_svm_bd(svm_clf,xmin,xmax,sv = True):\n",
    "    w = svm_clf.coef_[0]\n",
    "    b = svm_clf.intercept_[0]\n",
    "\n",
    "    x0 = np.linspace(xmin,xmax,200)\n",
    "    \n",
    "    line_bd = -w[0]/w[1]*x0 - b/w[1]\n",
    "    \n",
    "    margin = 1/w[1]\n",
    "\n",
    "    line_up = line_bd + margin\n",
    "\n",
    "    line_down = line_bd - margin\n",
    "\n",
    "    if sv:\n",
    "        svs = svm_clf.support_vectors_\n",
    "        plt.scatter(svs[:,0], svs[:,1], s = 180)\n",
    "    plt.plot(x0, line_bd,'k-')\n",
    "    plt.plot(x0, line_up,'k--')\n",
    "    plt.plot(x0, line_down,'k--')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "x0 = np.linspace(0,5.5,200)\n",
    "pred_1 = 5 * x0 - 20\n",
    "pred_2 = x0 - 1.8\n",
    "pred_3 = 0.1 * x0 -20"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.0, 5.5, 0.0, 2.0)"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1400x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(14,4))\n",
    "plt.subplot(121)\n",
    "\n",
    "plt.plot(x[:,0][y==1], x[:, 1][y==1], 'bs')\n",
    "plt.plot(x[:,0][y==0], x[:, 1][y==0], 'ys')\n",
    "\n",
    "plt.plot(x0, pred_2, 'm-', linewidth=2)\n",
    "plt.plot(x0, pred_3, 'r-', linewidth=2)\n",
    "\n",
    "plt.axis([0, 5.5, 0, 2])\n",
    "\n",
    "plt.plot(x0, pred_2, 'm-', linewidth=2)\n",
    "plt.plot(x0, pred_3, 'r-', linewidth=2)\n",
    "\n",
    "plt.subplot(122)\n",
    "plt.plot(x[:,0][y==1], x[:, 1][y==1], 'bs')\n",
    "plt.plot(x[:,0][y==0], x[:, 1][y==0], 'ys')\n",
    "plot_svm_bd(svm_clf, 0, 5.5)\n",
    "\n",
    "plt.axis([0, 5.5, 0, 2])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "def selectJrand(i,m):\n",
    "    j = i\n",
    "    while(j==i):\n",
    "        j = int(np.random.uniform(0,m))\n",
    "    return j"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "def clipAlpha(aj,H,L):\n",
    "    if aj > H: aj = H;\n",
    "    if aj < L: aj = L;\n",
    "    return aj"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "datasets=pd.read_table(\"./testSet.txt\",header=None)\n",
    "dataArr= datasets.iloc[:,:-1].values\n",
    "labelArr= datasets.iloc[:,-1].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([-1, -1,  1, -1,  1,  1,  1, -1, -1, -1, -1, -1, -1,  1, -1,  1,  1,\n",
       "       -1,  1, -1, -1, -1,  1, -1, -1,  1,  1, -1, -1, -1, -1,  1,  1,  1,\n",
       "        1, -1,  1, -1, -1,  1, -1, -1, -1, -1,  1,  1,  1,  1,  1, -1,  1,\n",
       "        1, -1, -1,  1,  1, -1,  1, -1, -1, -1, -1,  1, -1,  1, -1, -1,  1,\n",
       "        1,  1, -1,  1,  1, -1, -1,  1, -1,  1,  1,  1,  1,  1,  1,  1, -1,\n",
       "       -1, -1, -1,  1, -1,  1,  1,  1, -1, -1, -1, -1, -1, -1, -1])"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "labelArr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "def smo(dataMatIn,classLabels,C,tol,maxIter):\n",
    "    dataMatrix = np.mat(dataMatIn); labelMat = np.mat(classLabels).transpose()\n",
    "    b = 0; m,n = np.shape(dataMatrix)\n",
    "    alphas = np.mat(np.zeros((m,1)))\n",
    "    iter = 0\n",
    "    while (iter < maxIter) & (np.sum(alphas.A==0)>0):\n",
    "        alphaPairsChanged = 0\n",
    "        for i in range(m):\n",
    "            fXi = float(np.multiply(alphas,labelMat).T*(dataMatrix*dataMatrix[i,:].T)) + b\n",
    "            Ei = fXi - float(labelMat[i])\n",
    "            if ((labelMat[i] * Ei < -tol) and (alphas[i] < C)) or ((labelMat[i] * Ei > tol) and (alphas[i] > 0)):\n",
    "                j=selectJrand(i,m)\n",
    "                fxj=float(np.multiply(alphas,labelMat).T*(dataMatrix*dataMatrix[j,:].T)) + b\n",
    "                Ej = fxj - float(labelMat[j])\n",
    "                alphaIold = alphas[i].copy(); \n",
    "                alphaJold = alphas[j].copy();\n",
    "                if(labelMat[i]!= labelMat[j]):\n",
    "                    L = max(0, alphas[j] - alphas[i])\n",
    "                    H = min(C, C + alphas[j] - alphas[i])\n",
    "                else:\n",
    "                    L = max(0, alphas[j] + alphas[i] - C)\n",
    "                    H = min(C, alphas[j] + alphas[i])\n",
    "                if L==H: print(\"L==H\"); continue\n",
    "                eta = 2.0 * dataMatrix[i,:]*dataMatrix[j,:].T - dataMatrix[i,:]*dataMatrix[i,:].T - dataMatrix[j,:]*dataMatrix[j,:].T\n",
    "                if eta >= 0: print(\"eta>=0\"); continue\n",
    "                alphas[j] -= labelMat[j]*(Ei - Ej)/eta\n",
    "                alphas[j] =clipAlpha(alphas[j],H,L)\n",
    "                if (abs(alphas[j] - alphaJold) < 0.0001): print(\"j not moving enough\"); continue\n",
    "                alphas[i] += labelMat[j]*labelMat[i]*(alphaJold - alphas[j])\n",
    "                b1 = b - Ei- labelMat[i]*(alphas[i]-alphaIold)*dataMatrix[i,:]*dataMatrix[i,:].T - labelMat[j]*(alphas[j]-alphaJold)*dataMatrix[j,:]*dataMatrix[j,:].T\n",
    "                b2 = b- Ej- labelMat[i]*(alphas[i]-alphaIold)*dataMatrix[i,:]*dataMatrix[j,:].T - labelMat[j]*(alphas[j]-alphaJold)*dataMatrix[j,:]*dataMatrix[j,:].T\n",
    "                if (0 < alphas[i]) and (C > alphas[i]): b = b1\n",
    "                elif (0 < alphas[j]) and (C > alphas[j]): b = b2\n",
    "                else: b = (b1 + b2)/2.0\n",
    "                alphaPairsChanged += 1\n",
    "                print(\"i:%d num:%d\"%(i,alphaPairsChanged))\n",
    "        if (alphaPairsChanged == 0): iter += 1\n",
    "        else: iter = 0\n",
    "        print(\"iteration number:%d\"%iter)\n",
    "    return b,alphas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "L==H\n",
      "i:1 num:1\n",
      "j not moving enough\n",
      "L==H\n",
      "L==H\n",
      "i:6 num:2\n",
      "L==H\n",
      "L==H\n",
      "L==H\n",
      "j not moving enough\n",
      "L==H\n",
      "L==H\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "L==H\n",
      "L==H\n",
      "j not moving enough\n",
      "L==H\n",
      "i:29 num:3\n",
      "L==H\n",
      "L==H\n",
      "L==H\n",
      "L==H\n",
      "L==H\n",
      "j not moving enough\n",
      "L==H\n",
      "L==H\n",
      "L==H\n",
      "j not moving enough\n",
      "L==H\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "i:54 num:4\n",
      "j not moving enough\n",
      "L==H\n",
      "j not moving enough\n",
      "iteration number:0\n",
      "i:0 num:1\n",
      "j not moving enough\n",
      "i:5 num:2\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "L==H\n",
      "j not moving enough\n",
      "L==H\n",
      "j not moving enough\n",
      "L==H\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:0\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "i:6 num:1\n",
      "j not moving enough\n",
      "L==H\n",
      "L==H\n",
      "L==H\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "L==H\n",
      "j not moving enough\n",
      "L==H\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "L==H\n",
      "L==H\n",
      "iteration number:0\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "i:11 num:1\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "i:29 num:2\n",
      "L==H\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "L==H\n",
      "L==H\n",
      "i:54 num:3\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:0\n",
      "j not moving enough\n",
      "i:1 num:1\n",
      "j not moving enough\n",
      "L==H\n",
      "j not moving enough\n",
      "L==H\n",
      "j not moving enough\n",
      "L==H\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "L==H\n",
      "L==H\n",
      "j not moving enough\n",
      "i:23 num:2\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "i:55 num:3\n",
      "L==H\n",
      "i:69 num:4\n",
      "j not moving enough\n",
      "iteration number:0\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "L==H\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "L==H\n",
      "j not moving enough\n",
      "L==H\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "i:94 num:1\n",
      "iteration number:0\n",
      "i:1 num:1\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "i:22 num:2\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "L==H\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "i:54 num:3\n",
      "j not moving enough\n",
      "i:96 num:4\n",
      "L==H\n",
      "iteration number:0\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "L==H\n",
      "L==H\n",
      "i:17 num:1\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "L==H\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:0\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "i:96 num:1\n",
      "iteration number:0\n",
      "j not moving enough\n",
      "i:2 num:1\n",
      "L==H\n",
      "L==H\n",
      "j not moving enough\n",
      "i:10 num:2\n",
      "j not moving enough\n",
      "L==H\n",
      "i:22 num:3\n",
      "j not moving enough\n",
      "L==H\n",
      "j not moving enough\n",
      "i:29 num:4\n",
      "j not moving enough\n",
      "L==H\n",
      "j not moving enough\n",
      "L==H\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "L==H\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "L==H\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "L==H\n",
      "j not moving enough\n",
      "L==H\n",
      "j not moving enough\n",
      "L==H\n",
      "j not moving enough\n",
      "L==H\n",
      "j not moving enough\n",
      "L==H\n",
      "L==H\n",
      "iteration number:0\n",
      "j not moving enough\n",
      "i:2 num:1\n",
      "L==H\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "i:46 num:2\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "i:55 num:3\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:0\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "i:17 num:1\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "L==H\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:0\n",
      "j not moving enough\n",
      "L==H\n",
      "j not moving enough\n",
      "i:17 num:1\n",
      "j not moving enough\n",
      "i:23 num:2\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "i:54 num:3\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "L==H\n",
      "iteration number:0\n",
      "j not moving enough\n",
      "L==H\n",
      "L==H\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "i:23 num:1\n",
      "L==H\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "L==H\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "L==H\n",
      "iteration number:0\n",
      "j not moving enough\n",
      "L==H\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:1\n",
      "i:0 num:1\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "L==H\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "L==H\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "L==H\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "L==H\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:0\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "L==H\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "L==H\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "L==H\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "L==H\n",
      "j not moving enough\n",
      "L==H\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "L==H\n",
      "j not moving enough\n",
      "L==H\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "L==H\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:1\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "L==H\n",
      "j not moving enough\n",
      "L==H\n",
      "j not moving enough\n",
      "L==H\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "L==H\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "L==H\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "L==H\n",
      "L==H\n",
      "j not moving enough\n",
      "i:52 num:1\n",
      "j not moving enough\n",
      "i:55 num:2\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:0\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "i:69 num:1\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:0\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:1\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "i:52 num:1\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "L==H\n",
      "iteration number:0\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "L==H\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "i:55 num:1\n",
      "i:57 num:2\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:0\n",
      "j not moving enough\n",
      "L==H\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "L==H\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "i:54 num:1\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:0\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "L==H\n",
      "j not moving enough\n",
      "L==H\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "i:79 num:1\n",
      "j not moving enough\n",
      "iteration number:0\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "L==H\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:1\n",
      "i:0 num:1\n",
      "i:8 num:2\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:0\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:1\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:2\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:3\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "i:17 num:1\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:0\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:1\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "i:54 num:1\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:0\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "i:55 num:1\n",
      "j not moving enough\n",
      "iteration number:0\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "i:24 num:1\n",
      "j not moving enough\n",
      "L==H\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "L==H\n",
      "j not moving enough\n",
      "iteration number:0\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:1\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "i:17 num:1\n",
      "i:23 num:2\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:0\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "i:23 num:1\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "i:54 num:2\n",
      "j not moving enough\n",
      "iteration number:0\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "i:23 num:1\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:0\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:1\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:2\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "i:54 num:1\n",
      "j not moving enough\n",
      "iteration number:0\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:1\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:2\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "i:17 num:1\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:0\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:1\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "i:24 num:1\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:0\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:1\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:2\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "i:17 num:1\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:0\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:1\n",
      "j not moving enough\n",
      "i:17 num:1\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:0\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "i:54 num:1\n",
      "j not moving enough\n",
      "iteration number:0\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:1\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:2\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:3\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:4\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:5\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:6\n",
      "i:17 num:1\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:0\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:1\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "i:55 num:1\n",
      "iteration number:0\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:1\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "i:55 num:1\n",
      "iteration number:0\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:1\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:2\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:3\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:4\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:5\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:6\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "i:54 num:1\n",
      "j not moving enough\n",
      "iteration number:0\n",
      "i:17 num:1\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:0\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:1\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "i:29 num:1\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:0\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:1\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:2\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "i:54 num:1\n",
      "j not moving enough\n",
      "iteration number:0\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:1\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:2\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:3\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:4\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:5\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:6\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:7\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "i:54 num:1\n",
      "j not moving enough\n",
      "iteration number:0\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:1\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:2\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:3\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:4\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "i:55 num:1\n",
      "iteration number:0\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:1\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:2\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:3\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:4\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:5\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:6\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:7\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:8\n",
      "j not moving enough\n",
      "i:23 num:1\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:0\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:1\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:2\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:3\n",
      "i:17 num:1\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:0\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "i:54 num:1\n",
      "j not moving enough\n",
      "iteration number:0\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:1\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:2\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:3\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:4\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:5\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:6\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:7\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:8\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:9\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:10\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:11\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:12\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:13\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:14\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:15\n",
      "i:17 num:1\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:0\n",
      "i:17 num:1\n",
      "i:23 num:2\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:0\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:1\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "i:54 num:1\n",
      "j not moving enough\n",
      "iteration number:0\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:1\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:2\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:3\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:4\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:5\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:6\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:7\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:8\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:9\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:10\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:11\n",
      "i:17 num:1\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:0\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:1\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:2\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:3\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:4\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:5\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:6\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:7\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:8\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:9\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:10\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:11\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:12\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:13\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:14\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:15\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:16\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "i:29 num:1\n",
      "j not moving enough\n",
      "L==H\n",
      "j not moving enough\n",
      "iteration number:0\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "L==H\n",
      "j not moving enough\n",
      "iteration number:1\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "L==H\n",
      "j not moving enough\n",
      "iteration number:2\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:3\n",
      "j not moving enough\n",
      "i:23 num:1\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:0\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "i:52 num:1\n",
      "j not moving enough\n",
      "iteration number:0\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:1\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:2\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:3\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:4\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "i:29 num:1\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:0\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:1\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:2\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:3\n",
      "j not moving enough\n",
      "i:29 num:1\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:0\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "L==H\n",
      "j not moving enough\n",
      "iteration number:1\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "L==H\n",
      "j not moving enough\n",
      "iteration number:2\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "L==H\n",
      "j not moving enough\n",
      "iteration number:3\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:4\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "L==H\n",
      "j not moving enough\n",
      "iteration number:5\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:6\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:7\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "L==H\n",
      "j not moving enough\n",
      "iteration number:8\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:9\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "L==H\n",
      "j not moving enough\n",
      "iteration number:10\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "L==H\n",
      "j not moving enough\n",
      "iteration number:11\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:12\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:13\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "L==H\n",
      "j not moving enough\n",
      "iteration number:14\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "L==H\n",
      "j not moving enough\n",
      "iteration number:15\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:16\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "L==H\n",
      "j not moving enough\n",
      "iteration number:17\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:18\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:19\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "L==H\n",
      "j not moving enough\n",
      "iteration number:20\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "L==H\n",
      "j not moving enough\n",
      "iteration number:21\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:22\n",
      "i:17 num:1\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:0\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:1\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:2\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:3\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:4\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:5\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:6\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:7\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:8\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "i:52 num:1\n",
      "j not moving enough\n",
      "iteration number:0\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:1\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:2\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:3\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:4\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:5\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:6\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:7\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:8\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:9\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:10\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:11\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:12\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:13\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:14\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:15\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:16\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:17\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:18\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:19\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:20\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:21\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:22\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:23\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:24\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:25\n",
      "i:17 num:1\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:0\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:1\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:2\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:3\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:4\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:5\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:6\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:7\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:8\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:9\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:10\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:11\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:12\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:13\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:14\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:15\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:16\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:17\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:18\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:19\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:20\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:21\n",
      "i:17 num:1\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:0\n",
      "j not moving enough\n",
      "i:52 num:1\n",
      "j not moving enough\n",
      "iteration number:0\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:1\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:2\n",
      "j not moving enough\n",
      "i:29 num:1\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:0\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "i:52 num:1\n",
      "j not moving enough\n",
      "iteration number:0\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:1\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:2\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:3\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:4\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:5\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:6\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:7\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:8\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:9\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:10\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
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      "j not moving enough\n",
      "j not moving enough\n",
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      "j not moving enough\n",
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      "iteration number:24\n",
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      "iteration number:25\n",
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      "j not moving enough\n",
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      "iteration number:29\n",
      "j not moving enough\n",
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      "iteration number:30\n",
      "j not moving enough\n",
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      "iteration number:31\n",
      "j not moving enough\n",
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      "iteration number:32\n",
      "j not moving enough\n",
      "j not moving enough\n",
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      "j not moving enough\n",
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      "iteration number:34\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:35\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:36\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:37\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:38\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:39\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:40\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:41\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:42\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:43\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:44\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:45\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:46\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:47\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:48\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:49\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "j not moving enough\n",
      "iteration number:50\n"
     ]
    }
   ],
   "source": [
    "b,alphas = smo(dataArr,labelArr,0.6,0.001,50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "matrix([[-3.83501632]])"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "b"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "matrix([[0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.12735216],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.24159623],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.36892544],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ],\n",
       "        [0.        ]])"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "alphas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1, 3)"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.shape(alphas[alphas>0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[4.658191 3.507396] -1\n",
      "[ 3.457096 -0.082216] -1\n",
      "[6.080573 0.418886] 1\n"
     ]
    }
   ],
   "source": [
    "for i in range(100):\n",
    "    if alphas[i] > 0.0 :\n",
    "         print (dataArr[i],labelArr[i])"
   ]
  }
 ],
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